Data Profiling Report

Basic Statistics

Raw Counts

Name	Value
Rows	91,713
Columns	186
Discrete columns	8
Continuous columns	178
All missing columns	0
Missing observations	5,717,227
Complete Rows	27
Total observations	17,058,618
Memory allocation	102.9 Mb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (with frequency)

QQ Plot

## Warning: Removed 95 rows containing non-finite values (stat_qq).

## Warning: Removed 95 rows containing non-finite values (stat_qq_line).

## Warning: Removed 1295 rows containing non-finite values (stat_qq).

## Warning: Removed 1295 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 1446 rows containing non-finite values (stat_qq).

## Warning: Removed 1446 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 3516 rows containing non-finite values (stat_qq).

## Warning: Removed 3516 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 2327 rows containing non-finite values (stat_qq).

## Warning: Removed 2327 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 1541 rows containing non-finite values (stat_qq).

## Warning: Removed 1541 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 1520 rows containing non-finite values (stat_qq).

## Warning: Removed 1520 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 1954 rows containing non-finite values (stat_qq).

## Warning: Removed 1954 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 2028 rows containing non-finite values (stat_qq).

## Warning: Removed 2028 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 2018 rows containing non-finite values (stat_qq).

## Warning: Removed 2018 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 3113 rows containing non-finite values (stat_qq).

## Warning: Removed 3113 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 1127 rows containing non-finite values (stat_qq).

## Warning: Removed 1127 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 3324 rows containing non-finite values (stat_qq).

## Warning: Removed 3324 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 4256 rows containing non-finite values (stat_qq).

## Warning: Removed 4256 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 6990 rows containing non-finite values (stat_qq).

## Warning: Removed 6990 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 7136 rows containing non-finite values (stat_qq).

## Warning: Removed 7136 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 7146 rows containing non-finite values (stat_qq).

## Warning: Removed 7146 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 6178 rows containing non-finite values (stat_qq).

## Warning: Removed 6178 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 5138 rows containing non-finite values (stat_qq).

## Warning: Removed 5138 rows containing non-finite values
## (stat_qq_line).

## Warning: Removed 56 rows containing non-finite values (stat_qq).

## Warning: Removed 56 rows containing non-finite values (stat_qq_line).

Correlation Analysis

## Warning in cor(x = structure(list(encounter_id = c(80443L, 66332L,
## 107612L, : the standard deviation is zero

Principal Component Analysis

## Warning in plot_prcomp(data = structure(list(encounter_id = c(80443L, 66332L, : The following features are dropped due to zero variance:
##  * readmission_status
##  * arf_apache
##  * gcs_unable_apache
##  * aids
##  * cirrhosis
##  * hepatic_failure
##  * leukemia
##  * lymphoma
##  * solid_tumor_with_metastasis
##  * icu_stay_type_admit